Table 2 Lattice constant and elastic properties of ThO\({}_{2}\) obtained by DFTs, BPNNs, emprical potentials, and experiments (Exp.).

From: Machine learning molecular dynamics simulations toward exploration of high-temperature properties of nuclear fuel materials: case study of thorium dioxide

 

DFT

BPNN

Empirical potential

Exp.

LDA

PBEsol

SCAN

LDA

PBEsol

SCAN

BD08

CRG

Lattice constant (Ã…)

5.529

5.576

5.598

5.531 (0.04)

5.565 (0.20)

5.610 (0.21)

5.600

5.580

5.59225

\(C_{11}\) (GPa)

385.6

373.0

378.9

374.0 (3.01)

370.8 (0.59)

348.7 (7.97)

367

352.3

367.053

\(C_{12}\) (GPa)

130.2

120.7

118.2

142.2 (9.22)

122.7 (1.66)

124.2 (5.08)

106

113.4

106.053

\(C_{44}\) (GPa)

82.0

80.7

83.7

75.9 (7.44)

73.9 (8.43)

74.3 (11.23)

95

71.7

79.653

Bulk modulus (GPa)

215.3

204.8

205.1

219.5 (1.95)

199.0 (2.83)

205.4 (0.15)

193

193.0

193.053

\(195.0\pm 2\)54

\(198.0\pm 2\)55

Shear modulus (GPa)

98.0

96.6

100.0

90.0 (8.16)

91.1 (5.69)

87.7 ( 12.30)

107.9

88.1

95.6–100.653

\(103\pm 2\)56

  1. The round brackets \((\cdot )\) in the BPNN columns represent the percentage errors of the BPNN results against the DFT results.